{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import seaborn as sns; sns.set()\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "import matplotlib\n",
    "import json\n",
    "import glob\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = pd.read_csv(\"NAF_LL.csv\")\n",
    "data2 = pd.read_csv(\"DDPG_LL.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Step</th>\n",
       "      <th>hearty-sponge-54 - Reward</th>\n",
       "      <th>swift-dust-53 - Reward</th>\n",
       "      <th>glamorous-waterfall-52 - Reward</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>-71.69764803802343</td>\n",
       "      <td>-291.6938154404446</td>\n",
       "      <td>-232.262517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>-541.785113395403</td>\n",
       "      <td>-450.1837500132589</td>\n",
       "      <td>-534.184978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>-366.5903162499464</td>\n",
       "      <td>-394.8652897273437</td>\n",
       "      <td>-606.981455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>-236.473184403032</td>\n",
       "      <td>-569.4546601954753</td>\n",
       "      <td>-624.488905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>-190.4393449409066</td>\n",
       "      <td>-347.43991124298645</td>\n",
       "      <td>-675.667287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>-317.6488551626255</td>\n",
       "      <td>-335.4730453500336</td>\n",
       "      <td>-291.093972</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>-480.7661145814981</td>\n",
       "      <td>-334.41167371008817</td>\n",
       "      <td>-600.762143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>-197.15492189029106</td>\n",
       "      <td>-232.1206766520433</td>\n",
       "      <td>-306.032187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>-175.40903082249275</td>\n",
       "      <td>-57.01187879116268</td>\n",
       "      <td>-208.923791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>-186.32910709783317</td>\n",
       "      <td>-78.79335262994562</td>\n",
       "      <td>-74.174471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>-303.51182601677976</td>\n",
       "      <td>-235.51333227823494</td>\n",
       "      <td>-248.135813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>-239.47322406294745</td>\n",
       "      <td>-12.12636892577882</td>\n",
       "      <td>-165.221163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>-174.42763003518263</td>\n",
       "      <td>-111.83029932926357</td>\n",
       "      <td>-142.524960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>53.43136112987415</td>\n",
       "      <td>-139.3030922869666</td>\n",
       "      <td>-89.220731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>-274.140712234675</td>\n",
       "      <td>-123.89705038120442</td>\n",
       "      <td>-343.226293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>-217.3835081106759</td>\n",
       "      <td>-75.63240023101514</td>\n",
       "      <td>-265.270486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>-39.80275240967397</td>\n",
       "      <td>-120.79955050588242</td>\n",
       "      <td>-154.528967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>-112.66970988880162</td>\n",
       "      <td>-185.3426660556774</td>\n",
       "      <td>-90.226458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>24.818168298506766</td>\n",
       "      <td>-241.33889486643372</td>\n",
       "      <td>-28.199730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>-101.12629537581702</td>\n",
       "      <td>-57.118885279145786</td>\n",
       "      <td>13.244762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>-84.50012903967131</td>\n",
       "      <td>-119.95959404869647</td>\n",
       "      <td>80.541473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>-101.0516873873609</td>\n",
       "      <td>-41.645229562093405</td>\n",
       "      <td>-222.106217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>-133.88162965527027</td>\n",
       "      <td>-67.77479093307383</td>\n",
       "      <td>-8.627426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>-52.916092223277175</td>\n",
       "      <td>18.349501331816242</td>\n",
       "      <td>-13.708051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>-5.540931442184371</td>\n",
       "      <td>-156.82550757224527</td>\n",
       "      <td>-209.130284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>-65.49809086975219</td>\n",
       "      <td>-23.08050046794603</td>\n",
       "      <td>-24.173702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>-47.49223511222782</td>\n",
       "      <td>-57.7859532090756</td>\n",
       "      <td>-78.635683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>-31.934838220101796</td>\n",
       "      <td>23.528013451751278</td>\n",
       "      <td>-63.537229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>-65.4391604276704</td>\n",
       "      <td>-64.72899877798874</td>\n",
       "      <td>-32.634185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>-63.57478559561951</td>\n",
       "      <td>-96.58258390121402</td>\n",
       "      <td>-32.987892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>203</td>\n",
       "      <td>88.88876082346155</td>\n",
       "      <td>undefined</td>\n",
       "      <td>110.025194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>204</td>\n",
       "      <td>94.94606471681622</td>\n",
       "      <td>undefined</td>\n",
       "      <td>29.947185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>205</td>\n",
       "      <td>23.723290647910005</td>\n",
       "      <td>undefined</td>\n",
       "      <td>46.754559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>206</td>\n",
       "      <td>81.94284622872975</td>\n",
       "      <td>undefined</td>\n",
       "      <td>-4.081491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>207</td>\n",
       "      <td>25.78591805760682</td>\n",
       "      <td>undefined</td>\n",
       "      <td>113.143900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>208</td>\n",
       "      <td>18.79331716969783</td>\n",
       "      <td>undefined</td>\n",
       "      <td>-123.557789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>209</td>\n",
       "      <td>87.4506249289859</td>\n",
       "      <td>undefined</td>\n",
       "      <td>4.081155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>210</td>\n",
       "      <td>-135.67873546036623</td>\n",
       "      <td>undefined</td>\n",
       "      <td>72.951928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>211</td>\n",
       "      <td>81.24030499938827</td>\n",
       "      <td>undefined</td>\n",
       "      <td>40.727536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>212</td>\n",
       "      <td>94.77785946805199</td>\n",
       "      <td>undefined</td>\n",
       "      <td>62.012828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>213</td>\n",
       "      <td>82.46804909901014</td>\n",
       "      <td>undefined</td>\n",
       "      <td>-23.390688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>214</td>\n",
       "      <td>40.42248815861709</td>\n",
       "      <td>undefined</td>\n",
       "      <td>-58.645051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>215</td>\n",
       "      <td>86.82127458970105</td>\n",
       "      <td>undefined</td>\n",
       "      <td>82.228481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>216</td>\n",
       "      <td>-23.351795123721587</td>\n",
       "      <td>undefined</td>\n",
       "      <td>30.495516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>217</td>\n",
       "      <td>37.98762700386641</td>\n",
       "      <td>undefined</td>\n",
       "      <td>52.400717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>218</td>\n",
       "      <td>51.817642208068605</td>\n",
       "      <td>undefined</td>\n",
       "      <td>-15.564008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>219</td>\n",
       "      <td>71.22810721638157</td>\n",
       "      <td>undefined</td>\n",
       "      <td>30.360485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>220</td>\n",
       "      <td>75.31787296191665</td>\n",
       "      <td>undefined</td>\n",
       "      <td>2.742599</td>\n",
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       "    <tr>\n",
       "      <th>221</th>\n",
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       "      <td>undefined</td>\n",
       "      <td>undefined</td>\n",
       "      <td>69.385365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>222</td>\n",
       "      <td>undefined</td>\n",
       "      <td>undefined</td>\n",
       "      <td>82.274447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>223</td>\n",
       "      <td>undefined</td>\n",
       "      <td>undefined</td>\n",
       "      <td>94.097756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>224</td>\n",
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       "      <td>50.582162</td>\n",
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       "    <tr>\n",
       "      <th>225</th>\n",
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       "      <td>undefined</td>\n",
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       "      <th>226</th>\n",
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       "    <tr>\n",
       "      <th>227</th>\n",
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       "      <td>undefined</td>\n",
       "      <td>47.240402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>228</td>\n",
       "      <td>undefined</td>\n",
       "      <td>undefined</td>\n",
       "      <td>13.989276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>229</td>\n",
       "      <td>undefined</td>\n",
       "      <td>undefined</td>\n",
       "      <td>-6.495325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>230</td>\n",
       "      <td>undefined</td>\n",
       "      <td>undefined</td>\n",
       "      <td>33.297505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>231</td>\n",
       "      <td>undefined</td>\n",
       "      <td>undefined</td>\n",
       "      <td>89.214453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>232</td>\n",
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       "      <td>undefined</td>\n",
       "      <td>-15.085702</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>233 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Step hearty-sponge-54 - Reward swift-dust-53 - Reward  \\\n",
       "0       0        -71.69764803802343     -291.6938154404446   \n",
       "1       1         -541.785113395403     -450.1837500132589   \n",
       "2       2        -366.5903162499464     -394.8652897273437   \n",
       "3       3         -236.473184403032     -569.4546601954753   \n",
       "4       4        -190.4393449409066    -347.43991124298645   \n",
       "5       5        -317.6488551626255     -335.4730453500336   \n",
       "6       6        -480.7661145814981    -334.41167371008817   \n",
       "7       7       -197.15492189029106     -232.1206766520433   \n",
       "8       8       -175.40903082249275     -57.01187879116268   \n",
       "9       9       -186.32910709783317     -78.79335262994562   \n",
       "10     10       -303.51182601677976    -235.51333227823494   \n",
       "11     11       -239.47322406294745     -12.12636892577882   \n",
       "12     12       -174.42763003518263    -111.83029932926357   \n",
       "13     13         53.43136112987415     -139.3030922869666   \n",
       "14     14         -274.140712234675    -123.89705038120442   \n",
       "15     15        -217.3835081106759     -75.63240023101514   \n",
       "16     16        -39.80275240967397    -120.79955050588242   \n",
       "17     17       -112.66970988880162     -185.3426660556774   \n",
       "18     18        24.818168298506766    -241.33889486643372   \n",
       "19     19       -101.12629537581702    -57.118885279145786   \n",
       "20     20        -84.50012903967131    -119.95959404869647   \n",
       "21     21        -101.0516873873609    -41.645229562093405   \n",
       "22     22       -133.88162965527027     -67.77479093307383   \n",
       "23     23       -52.916092223277175     18.349501331816242   \n",
       "24     24        -5.540931442184371    -156.82550757224527   \n",
       "25     25        -65.49809086975219     -23.08050046794603   \n",
       "26     26        -47.49223511222782      -57.7859532090756   \n",
       "27     27       -31.934838220101796     23.528013451751278   \n",
       "28     28         -65.4391604276704     -64.72899877798874   \n",
       "29     29        -63.57478559561951     -96.58258390121402   \n",
       "..    ...                       ...                    ...   \n",
       "203   203         88.88876082346155              undefined   \n",
       "204   204         94.94606471681622              undefined   \n",
       "205   205        23.723290647910005              undefined   \n",
       "206   206         81.94284622872975              undefined   \n",
       "207   207         25.78591805760682              undefined   \n",
       "208   208         18.79331716969783              undefined   \n",
       "209   209          87.4506249289859              undefined   \n",
       "210   210       -135.67873546036623              undefined   \n",
       "211   211         81.24030499938827              undefined   \n",
       "212   212         94.77785946805199              undefined   \n",
       "213   213         82.46804909901014              undefined   \n",
       "214   214         40.42248815861709              undefined   \n",
       "215   215         86.82127458970105              undefined   \n",
       "216   216       -23.351795123721587              undefined   \n",
       "217   217         37.98762700386641              undefined   \n",
       "218   218        51.817642208068605              undefined   \n",
       "219   219         71.22810721638157              undefined   \n",
       "220   220         75.31787296191665              undefined   \n",
       "221   221                 undefined              undefined   \n",
       "222   222                 undefined              undefined   \n",
       "223   223                 undefined              undefined   \n",
       "224   224                 undefined              undefined   \n",
       "225   225                 undefined              undefined   \n",
       "226   226                 undefined              undefined   \n",
       "227   227                 undefined              undefined   \n",
       "228   228                 undefined              undefined   \n",
       "229   229                 undefined              undefined   \n",
       "230   230                 undefined              undefined   \n",
       "231   231                 undefined              undefined   \n",
       "232   232                 undefined              undefined   \n",
       "\n",
       "     glamorous-waterfall-52 - Reward  \n",
       "0                        -232.262517  \n",
       "1                        -534.184978  \n",
       "2                        -606.981455  \n",
       "3                        -624.488905  \n",
       "4                        -675.667287  \n",
       "5                        -291.093972  \n",
       "6                        -600.762143  \n",
       "7                        -306.032187  \n",
       "8                        -208.923791  \n",
       "9                         -74.174471  \n",
       "10                       -248.135813  \n",
       "11                       -165.221163  \n",
       "12                       -142.524960  \n",
       "13                        -89.220731  \n",
       "14                       -343.226293  \n",
       "15                       -265.270486  \n",
       "16                       -154.528967  \n",
       "17                        -90.226458  \n",
       "18                        -28.199730  \n",
       "19                         13.244762  \n",
       "20                         80.541473  \n",
       "21                       -222.106217  \n",
       "22                         -8.627426  \n",
       "23                        -13.708051  \n",
       "24                       -209.130284  \n",
       "25                        -24.173702  \n",
       "26                        -78.635683  \n",
       "27                        -63.537229  \n",
       "28                        -32.634185  \n",
       "29                        -32.987892  \n",
       "..                               ...  \n",
       "203                       110.025194  \n",
       "204                        29.947185  \n",
       "205                        46.754559  \n",
       "206                        -4.081491  \n",
       "207                       113.143900  \n",
       "208                      -123.557789  \n",
       "209                         4.081155  \n",
       "210                        72.951928  \n",
       "211                        40.727536  \n",
       "212                        62.012828  \n",
       "213                       -23.390688  \n",
       "214                       -58.645051  \n",
       "215                        82.228481  \n",
       "216                        30.495516  \n",
       "217                        52.400717  \n",
       "218                       -15.564008  \n",
       "219                        30.360485  \n",
       "220                         2.742599  \n",
       "221                        69.385365  \n",
       "222                        82.274447  \n",
       "223                        94.097756  \n",
       "224                        50.582162  \n",
       "225                        62.778766  \n",
       "226                        -9.617880  \n",
       "227                        47.240402  \n",
       "228                        13.989276  \n",
       "229                        -6.495325  \n",
       "230                        33.297505  \n",
       "231                        89.214453  \n",
       "232                       -15.085702  \n",
       "\n",
       "[233 rows x 4 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1\n",
    "#data2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "label1 = np.concatenate([np.array(list(data1[\"Step\"]))[:196], np.array(list(data1[\"Step\"]))[:196],np.array(list(data1[\"Step\"]))[:196]])\n",
    "label2 = np.concatenate([np.array(list(data2[\"Step\"]))[:500], np.array(list(data2[\"Step\"]))[:500], np.array(list(data2[\"Step\"]))[:500]])\n",
    "\n",
    "input1 = np.concatenate([np.array(list(data1[\"hearty-sponge-54 - Reward\"]))[:196],\n",
    "                         np.array(list(data1[\"swift-dust-53 - Reward\"]))[:196],\n",
    "                         np.array(list(data1[\"glamorous-waterfall-52 - Reward\"]))[:196]]).astype(float)\n",
    "\n",
    "input2 = np.concatenate([np.array(list(data2[\"worthy-wind-9 - Reward\"]))[:500],\n",
    "                         np.array(list(data2[\"clear-durian-8 - Reward\"]))[:500],\n",
    "                         np.array(list(data2[\"LunarLander-1 - Reward\"]))[:500]]).astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,\n",
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       "        90,  91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102,\n",
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       "       155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167,\n",
       "       168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180,\n",
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       "        24,  25,  26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,\n",
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       "        76,  77,  78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,\n",
       "        89,  90,  91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101,\n",
       "       102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114,\n",
       "       115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127,\n",
       "       128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140,\n",
       "       141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153,\n",
       "       154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166,\n",
       "       167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179,\n",
       "       180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192,\n",
       "       193, 194, 195])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = {'Environment Steps': label1, 'Reward':input1}\n",
    "data_1 = pd.DataFrame(data=d)\n",
    "d2 = {'Environment Steps': label2, 'Reward':input2}\n",
    "data_2 = pd.DataFrame(data=d2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Environment Steps</th>\n",
       "      <th>Reward</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>-1507.447434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>-1091.016239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>-1743.905262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>-1513.290310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>-1083.802295</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Environment Steps       Reward\n",
       "0                  0 -1507.447434\n",
       "1                  1 -1091.016239\n",
       "2                  2 -1743.905262\n",
       "3                  3 -1513.290310\n",
       "4                  4 -1083.802295"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig = plt.figure(figsize=(15,10))\n",
    "\n",
    "plt.ticklabel_format(style='sci', axis='x',useOffset=False, scilimits=(0,0))\n",
    "ax = sns.lineplot(x='Environment Steps', y='Reward', data=data_1,label=\"NAF\",ci=100)\n",
    "ax = sns.lineplot(x='Environment Steps', y='Reward', data=data_2,label=\"DDPG\",ci=100)\n",
    "# Set the title to Comic Sans\n",
    "\n",
    "\n",
    "plt.title(\"LunarLanderContinuous-v0\", fontsize=15)\n",
    "ax.yaxis.label.set_size(15)\n",
    "#ax.xaxis.label.set_size(15)\n",
    "\n",
    "plt.legend(loc='lower right',fontsize=15)\n",
    "plt.savefig(\"NAF_vs_DDPG_LL.png\", dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
